Discussion & Related

Closed-Form Results for Masked Exponential Series Systems

Deriving closed-form maximum likelihood estimators and Fisher information for exponential series systems with masked failure data.

December 2, 2025 · 2 min read

algebraic.mle: The Foundation of a Statistical Inference Ecosystem

An R package treating MLEs as first-class algebraic objects with composable statistical properties.

May 15, 2021 · 3 min read

Observation Functors: Composable Censoring for Series System Simulation

Announcing observation functors in maskedcauses — composable functions that separate the data-generating process from the observation mechanism, enabling mixed-censoring simulation and verified Monte Carlo studies.

February 13, 2026 · 9 min read

maskedcauses: Maximum Likelihood Estimation for Masked Series System Failures

Announcing the maskedcauses R package for maximum likelihood estimation in series systems with masked component failures—built on composable likelihood contributions, validated through extensive simulation, and heading to CRAN.

February 5, 2026 · 5 min read

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